Pandas Profiling Report

Dataset statistics

Number of variables	22
Number of observations	2126
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	11
Duplicate rows (%)	0.5%
Total size in memory	365.5 KiB
Average record size in memory	176.1 B

Variable types

Numeric	19
Categorical	3

Alerts

Dataset has 11 (0.5%) duplicate rows	Duplicates
`baseline value` is highly overall correlated with `histogram_mode` and 2 other fields	High correlation
`light_decelerations` is highly overall correlated with `mean_value_of_short_term_variability` and 3 other fields	High correlation
`abnormal_short_term_variability` is highly overall correlated with `mean_value_of_short_term_variability`	High correlation
`mean_value_of_short_term_variability` is highly overall correlated with `light_decelerations` and 6 other fields	High correlation
`percentage_of_time_with_abnormal_long_term_variability` is highly overall correlated with `mean_value_of_short_term_variability` and 2 other fields	High correlation
`histogram_width` is highly overall correlated with `light_decelerations` and 6 other fields	High correlation
`histogram_min` is highly overall correlated with `light_decelerations` and 4 other fields	High correlation
`histogram_max` is highly overall correlated with `histogram_width` and 2 other fields	High correlation
`histogram_number_of_peaks` is highly overall correlated with `mean_value_of_short_term_variability` and 4 other fields	High correlation
`histogram_mode` is highly overall correlated with `baseline value` and 3 other fields	High correlation
`histogram_mean` is highly overall correlated with `baseline value` and 2 other fields	High correlation
`histogram_median` is highly overall correlated with `baseline value` and 2 other fields	High correlation
`histogram_variance` is highly overall correlated with `light_decelerations` and 6 other fields	High correlation
`severe_decelerations` is highly overall correlated with `histogram_mode`	High correlation
`severe_decelerations` is highly imbalanced (96.8%)	Imbalance
`accelerations` has 894 (42.1%) zeros	Zeros
`fetal_movement` has 1311 (61.7%) zeros	Zeros
`uterine_contractions` has 332 (15.6%) zeros	Zeros
`light_decelerations` has 1231 (57.9%) zeros	Zeros
`prolongued_decelerations` has 1948 (91.6%) zeros	Zeros
`percentage_of_time_with_abnormal_long_term_variability` has 1240 (58.3%) zeros	Zeros
`mean_value_of_long_term_variability` has 137 (6.4%) zeros	Zeros
`histogram_number_of_peaks` has 107 (5.0%) zeros	Zeros
`histogram_number_of_zeroes` has 1624 (76.4%) zeros	Zeros
`histogram_variance` has 187 (8.8%) zeros	Zeros

Reproduction

Analysis started	2023-07-23 04:31:20.438027
Analysis finished	2023-07-23 04:32:57.261325
Duration	1 minute and 36.82 seconds
Software version	ydata-profiling vv4.3.2
Download configuration	config.json

baseline value
Real number (ℝ)

HIGH CORRELATION

Distinct	48
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	133.30386

Minimum	106
Maximum	160
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.7 KiB

Quantile statistics

Minimum	106
5-th percentile	119
Q1	126
median	133
Q3	140
95-th percentile	149
Maximum	160
Range	54
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	9.8408443
Coefficient of variation (CV)	0.073822652
Kurtosis	-0.29294291
Mean	133.30386
Median Absolute Deviation (MAD)	7
Skewness	0.020312189
Sum	283404
Variance	96.842216
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
133	136	6.4%
130	111	5.2%
122	109	5.1%
138	103	4.8%
125	91	4.3%
128	85	4.0%
120	78	3.7%
142	77	3.6%
144	77	3.6%
132	76	3.6%
Other values (38)	1183	55.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
106	7	0.3%
110	21	1.0%
112	16	0.8%
114	11	0.5%
115	28	1.3%
116	5	0.2%
117	2	0.1%
118	9	0.4%
119	17	0.8%
120	78	3.7%

Value	Count	Frequency (%)
160	1	< 0.1%
159	12	0.6%
158	10	0.5%
157	4	0.2%
156	4	0.2%
154	8	0.4%
152	17	0.8%
151	14	0.7%
150	26	1.2%
149	18	0.8%

accelerations
Real number (ℝ)

ZEROS

Distinct	20
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.003178269

Minimum	0
Maximum	0.019
Zeros	894
Zeros (%)	42.1%
Negative	0
Negative (%)	0.0%
Memory size	16.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.002
Q3	0.006
95-th percentile	0.011
Maximum	0.019
Range	0.019
Interquartile range (IQR)	0.006

Descriptive statistics

Standard deviation	0.003865591
Coefficient of variation (CV)	1.2162567
Kurtosis	0.76764826
Mean	0.003178269
Median Absolute Deviation (MAD)	0.002
Skewness	1.2043921
Sum	6.757
Variance	1.4942793 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	894	42.1%
0.003	161	7.6%
0.002	160	7.5%
0.001	143	6.7%
0.004	117	5.5%
0.006	112	5.3%
0.005	110	5.2%
0.008	103	4.8%
0.007	91	4.3%
0.009	60	2.8%
Other values (10)	175	8.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	894	42.1%
0.001	143	6.7%
0.002	160	7.5%
0.003	161	7.6%
0.004	117	5.5%
0.005	110	5.2%
0.006	112	5.3%
0.007	91	4.3%
0.008	103	4.8%
0.009	60	2.8%

Value	Count	Frequency (%)
0.019	1	< 0.1%
0.018	2	0.1%
0.017	4	0.2%
0.016	7	0.3%
0.015	9	0.4%
0.014	20	0.9%
0.013	22	1.0%
0.012	24	1.1%
0.011	36	1.7%
0.01	50	2.4%

fetal_movement
Real number (ℝ)

ZEROS

Distinct	102
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.009480715

Minimum	0
Maximum	0.481
Zeros	1311
Zeros (%)	61.7%
Negative	0
Negative (%)	0.0%
Memory size	16.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.003
95-th percentile	0.028
Maximum	0.481
Range	0.481
Interquartile range (IQR)	0.003

Descriptive statistics

Standard deviation	0.046665844
Coefficient of variation (CV)	4.9221862
Kurtosis	64.260821
Mean	0.009480715
Median Absolute Deviation (MAD)	0
Skewness	7.8114772
Sum	20.156
Variance	0.002177701
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1311	61.7%
0.001	164	7.7%
0.002	112	5.3%
0.003	88	4.1%
0.004	49	2.3%
0.005	36	1.7%
0.006	31	1.5%
0.007	28	1.3%
0.008	25	1.2%
0.01	25	1.2%
Other values (92)	257	12.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1311	61.7%
0.001	164	7.7%
0.002	112	5.3%
0.003	88	4.1%
0.004	49	2.3%
0.005	36	1.7%
0.006	31	1.5%
0.007	28	1.3%
0.008	25	1.2%
0.009	25	1.2%

Value	Count	Frequency (%)
0.481	1	< 0.1%
0.477	1	< 0.1%
0.47	1	< 0.1%
0.469	1	< 0.1%
0.455	1	< 0.1%
0.451	1	< 0.1%
0.446	1	< 0.1%
0.443	1	< 0.1%
0.441	1	< 0.1%
0.43	1	< 0.1%

uterine_contractions
Real number (ℝ)

ZEROS

Distinct	16
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0043664158

Minimum	0
Maximum	0.015
Zeros	332
Zeros (%)	15.6%
Negative	0
Negative (%)	0.0%
Memory size	16.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.002
median	0.004
Q3	0.007
95-th percentile	0.009
Maximum	0.015
Range	0.015
Interquartile range (IQR)	0.005

Descriptive statistics

Standard deviation	0.0029460691
Coefficient of variation (CV)	0.67471108
Kurtosis	-0.63507123
Mean	0.0043664158
Median Absolute Deviation (MAD)	0.002
Skewness	0.15931455
Sum	9.283
Variance	8.6793233 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	332	15.6%
0.005	290	13.6%
0.004	244	11.5%
0.006	231	10.9%
0.007	216	10.2%
0.003	212	10.0%
0.008	160	7.5%
0.002	160	7.5%
0.001	118	5.6%
0.009	82	3.9%
Other values (6)	81	3.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	332	15.6%
0.001	118	5.6%
0.002	160	7.5%
0.003	212	10.0%
0.004	244	11.5%
0.005	290	13.6%
0.006	231	10.9%
0.007	216	10.2%
0.008	160	7.5%
0.009	82	3.9%

Value	Count	Frequency (%)
0.015	1	< 0.1%
0.014	2	0.1%
0.013	2	0.1%
0.012	11	0.5%
0.011	16	0.8%
0.01	49	2.3%
0.009	82	3.9%
0.008	160	7.5%
0.007	216	10.2%
0.006	231	10.9%

light_decelerations
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	16
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0018894638

Minimum	0
Maximum	0.015
Zeros	1231
Zeros (%)	57.9%
Negative	0
Negative (%)	0.0%
Memory size	16.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.003
95-th percentile	0.008
Maximum	0.015
Range	0.015
Interquartile range (IQR)	0.003

Descriptive statistics

Standard deviation	0.0029602086
Coefficient of variation (CV)	1.5666924
Kurtosis	2.5174609
Mean	0.0018894638
Median Absolute Deviation (MAD)	0
Skewness	1.7184369
Sum	4.017
Variance	8.7628348 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	1231	57.9%
0.001	163	7.7%
0.003	118	5.6%
0.002	115	5.4%
0.004	114	5.4%
0.005	107	5.0%
0.006	74	3.5%
0.008	55	2.6%
0.007	54	2.5%
0.009	37	1.7%
Other values (6)	58	2.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1231	57.9%
0.001	163	7.7%
0.002	115	5.4%
0.003	118	5.6%
0.004	114	5.4%
0.005	107	5.0%
0.006	74	3.5%
0.007	54	2.5%
0.008	55	2.6%
0.009	37	1.7%

Value	Count	Frequency (%)
0.015	3	0.1%
0.014	7	0.3%
0.013	8	0.4%
0.012	12	0.6%
0.011	13	0.6%
0.01	15	0.7%
0.009	37	1.7%
0.008	55	2.6%
0.007	54	2.5%
0.006	74	3.5%

severe_decelerations
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	124.7 KiB

0.0	2119
0.001	7

Length

Max length	5
Median length	3
Mean length	3.0065851
Min length	3

Characters and Unicode

Total characters	6392
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	2119	99.7%
0.001	7	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	2119	99.7%
0.001	7	0.3%

Most occurring characters

Value	Count	Frequency (%)
0	4259	66.6%
.	2126	33.3%
1	7	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	4266	66.7%
Other Punctuation	2126	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4259	99.8%
1	7	0.2%

Other Punctuation

Value	Count	Frequency (%)
.	2126	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	6392	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	4259	66.6%
.	2126	33.3%
1	7	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6392	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	4259	66.6%
.	2126	33.3%
1	7	0.1%

prolongued_decelerations
Real number (ℝ)

ZEROS

Distinct	6
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00015851364

Minimum	0
Maximum	0.005
Zeros	1948
Zeros (%)	91.6%
Negative	0
Negative (%)	0.0%
Memory size	16.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.002
Maximum	0.005
Range	0.005
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.00058994752
Coefficient of variation (CV)	3.7217461
Kurtosis	20.515918
Mean	0.00015851364
Median Absolute Deviation (MAD)	0
Skewness	4.3239651
Sum	0.337
Variance	3.4803807 × 10^-7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	1948	91.6%
0.002	72	3.4%
0.001	70	3.3%
0.003	24	1.1%
0.004	9	0.4%
0.005	3	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1948	91.6%
0.001	70	3.3%
0.002	72	3.4%
0.003	24	1.1%
0.004	9	0.4%
0.005	3	0.1%

Value	Count	Frequency (%)
0.005	3	0.1%
0.004	9	0.4%
0.003	24	1.1%
0.002	72	3.4%
0.001	70	3.3%
0	1948	91.6%

abnormal_short_term_variability
Real number (ℝ)

HIGH CORRELATION

Distinct	75
Distinct (%)	3.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.990122

Minimum	12
Maximum	87
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.7 KiB

Quantile statistics

Minimum	12
5-th percentile	21
Q1	32
median	49
Q3	61
95-th percentile	75
Maximum	87
Range	75
Interquartile range (IQR)	29

Descriptive statistics

Standard deviation	17.192814
Coefficient of variation (CV)	0.36588144
Kurtosis	-1.0510296
Mean	46.990122
Median Absolute Deviation (MAD)	14
Skewness	-0.011828576
Sum	99901
Variance	295.59284
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60	62	2.9%
58	61	2.9%
65	60	2.8%
63	58	2.7%
64	58	2.7%
61	57	2.7%
51	54	2.5%
62	51	2.4%
22	48	2.3%
25	46	2.2%
Other values (65)	1571	73.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12	2	0.1%
13	7	0.3%
14	4	0.2%
15	4	0.2%
16	12	0.6%
17	13	0.6%
18	10	0.5%
19	19	0.9%
20	27	1.3%
21	33	1.6%

Value	Count	Frequency (%)
87	1	< 0.1%
86	4	0.2%
84	6	0.3%
83	4	0.2%
82	2	0.1%
81	7	0.3%
80	7	0.3%
79	15	0.7%
78	19	0.9%
77	16	0.8%

mean_value_of_short_term_variability
Real number (ℝ)

HIGH CORRELATION

Distinct	57
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3327846

Minimum	0.2
Maximum	7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.7 KiB

Quantile statistics

Minimum	0.2
5-th percentile	0.3
Q1	0.7
median	1.2
Q3	1.7
95-th percentile	3
Maximum	7
Range	6.8
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.88324133
Coefficient of variation (CV)	0.66270375
Kurtosis	4.7007563
Mean	1.3327846
Median Absolute Deviation (MAD)	0.5
Skewness	1.6573392
Sum	2833.5
Variance	0.78011525
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.8	125	5.9%
1.3	121	5.7%
0.5	121	5.7%
0.4	120	5.6%
0.7	117	5.5%
0.9	114	5.4%
0.6	113	5.3%
1.2	107	5.0%
1.5	100	4.7%
1	99	4.7%
Other values (47)	989	46.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2	47	2.2%
0.3	84	4.0%
0.4	120	5.6%
0.5	121	5.7%
0.6	113	5.3%
0.7	117	5.5%
0.8	125	5.9%
0.9	114	5.4%
1	99	4.7%
1.1	97	4.6%

Value	Count	Frequency (%)
7	1	< 0.1%
6.9	1	< 0.1%
6.3	2	0.1%
6	1	< 0.1%
5.9	1	< 0.1%
5.7	1	< 0.1%
5.4	2	0.1%
5.3	1	< 0.1%
5.2	1	< 0.1%
5	2	0.1%

percentage_of_time_with_abnormal_long_term_variability
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	87
Distinct (%)	4.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.8466604

Minimum	0
Maximum	91
Zeros	1240
Zeros (%)	58.3%
Negative	0
Negative (%)	0.0%
Memory size	16.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	11
95-th percentile	56
Maximum	91
Range	91
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	18.39688
Coefficient of variation (CV)	1.868337
Kurtosis	4.2529979
Mean	9.8466604
Median Absolute Deviation (MAD)	0
Skewness	2.1950753
Sum	20934
Variance	338.44518
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1240	58.3%
1	52	2.4%
2	45	2.1%
5	43	2.0%
4	40	1.9%
3	36	1.7%
8	34	1.6%
6	31	1.5%
12	29	1.4%
10	23	1.1%
Other values (77)	553	26.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1240	58.3%
1	52	2.4%
2	45	2.1%
3	36	1.7%
4	40	1.9%
5	43	2.0%
6	31	1.5%
7	23	1.1%
8	34	1.6%
9	22	1.0%

Value	Count	Frequency (%)
91	4	0.2%
90	2	0.1%
88	1	< 0.1%
86	1	< 0.1%
85	1	< 0.1%
84	6	0.3%
82	1	< 0.1%
81	2	0.1%
79	1	< 0.1%
78	3	0.1%

mean_value_of_long_term_variability
Real number (ℝ)

ZEROS

Distinct	249
Distinct (%)	11.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.1876294

Minimum	0
Maximum	50.7
Zeros	137
Zeros (%)	6.4%
Negative	0
Negative (%)	0.0%
Memory size	16.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.6
median	7.4
Q3	10.8
95-th percentile	18.475
Maximum	50.7
Range	50.7
Interquartile range (IQR)	6.2

Descriptive statistics

Standard deviation	5.6282466
Coefficient of variation (CV)	0.68740857
Kurtosis	4.1312538
Mean	8.1876294
Median Absolute Deviation (MAD)	3.1
Skewness	1.3319979
Sum	17406.9
Variance	31.67716
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	137	6.4%
7.1	29	1.4%
6.7	29	1.4%
6.5	25	1.2%
5.2	25	1.2%
9.5	24	1.1%
6.8	23	1.1%
5.6	23	1.1%
7.2	23	1.1%
8.5	23	1.1%
Other values (239)	1765	83.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	137	6.4%
0.1	4	0.2%
0.2	4	0.2%
0.3	9	0.4%
0.4	6	0.3%
0.5	11	0.5%
0.6	3	0.1%
0.7	4	0.2%
0.8	1	< 0.1%
0.9	5	0.2%

Value	Count	Frequency (%)
50.7	1	< 0.1%
41.8	1	< 0.1%
40.8	1	< 0.1%
36.9	1	< 0.1%
35.7	1	< 0.1%
34.7	1	< 0.1%
33.5	1	< 0.1%
29.6	1	< 0.1%
29.5	1	< 0.1%
29.3	1	< 0.1%

histogram_width
Real number (ℝ)

HIGH CORRELATION

Distinct	154
Distinct (%)	7.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	70.445908

Minimum	3
Maximum	180
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.7 KiB

Quantile statistics

Minimum	3
5-th percentile	16
Q1	37
median	67.5
Q3	100
95-th percentile	138
Maximum	180
Range	177
Interquartile range (IQR)	63

Descriptive statistics

Standard deviation	38.955693
Coefficient of variation (CV)	0.55298731
Kurtosis	-0.90228678
Mean	70.445908
Median Absolute Deviation (MAD)	31.5
Skewness	0.31423475
Sum	149768
Variance	1517.546
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39	42	2.0%
102	35	1.6%
27	30	1.4%
31	29	1.4%
90	28	1.3%
98	28	1.3%
96	27	1.3%
83	27	1.3%
22	27	1.3%
42	26	1.2%
Other values (144)	1827	85.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	2	0.1%
5	2	0.1%
6	1	< 0.1%
7	3	0.1%
8	10	0.5%
9	6	0.3%
10	9	0.4%
11	10	0.5%
12	20	0.9%
13	13	0.6%

Value	Count	Frequency (%)
180	1	< 0.1%
176	6	0.3%
163	2	0.1%
162	1	< 0.1%
161	5	0.2%
158	2	0.1%
153	3	0.1%
150	10	0.5%
149	11	0.5%
148	8	0.4%

histogram_min
Real number (ℝ)

HIGH CORRELATION

Distinct	109
Distinct (%)	5.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	93.579492

Minimum	50
Maximum	159
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.7 KiB

Quantile statistics

Minimum	50
5-th percentile	51
Q1	67
median	93
Q3	120
95-th percentile	139
Maximum	159
Range	109
Interquartile range (IQR)	53

Descriptive statistics

Standard deviation	29.560212
Coefficient of variation (CV)	0.31588344
Kurtosis	-1.2904222
Mean	93.579492
Median Absolute Deviation (MAD)	27
Skewness	0.11578402
Sum	198950
Variance	873.80615
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	77	3.6%
52	50	2.4%
71	49	2.3%
120	48	2.3%
60	45	2.1%
68	43	2.0%
67	41	1.9%
103	40	1.9%
51	36	1.7%
62	35	1.6%
Other values (99)	1662	78.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
50	77	3.6%
51	36	1.7%
52	50	2.4%
53	32	1.5%
54	27	1.3%
55	20	0.9%
56	19	0.9%
57	22	1.0%
58	22	1.0%
59	17	0.8%

Value	Count	Frequency (%)
159	1	< 0.1%
158	1	< 0.1%
156	1	< 0.1%
155	2	0.1%
154	3	0.1%
153	8	0.4%
152	4	0.2%
151	4	0.2%
150	3	0.1%
149	2	0.1%

histogram_max
Real number (ℝ)

HIGH CORRELATION

Distinct	86
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	164.0254

Minimum	122
Maximum	238
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.7 KiB

Quantile statistics

Minimum	122
5-th percentile	138
Q1	152
median	162
Q3	174
95-th percentile	198
Maximum	238
Range	116
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	17.944183
Coefficient of variation (CV)	0.10939881
Kurtosis	0.63276948
Mean	164.0254
Median Absolute Deviation (MAD)	11
Skewness	0.57786245
Sum	348718
Variance	321.99371
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
157	71	3.3%
171	66	3.1%
158	62	2.9%
156	60	2.8%
159	58	2.7%
152	54	2.5%
154	52	2.4%
178	52	2.4%
172	48	2.3%
153	48	2.3%
Other values (76)	1555	73.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
122	2	0.1%
123	2	0.1%
125	3	0.1%
126	5	0.2%
127	2	0.1%
128	4	0.2%
129	10	0.5%
130	8	0.4%
131	7	0.3%
132	4	0.2%

Value	Count	Frequency (%)
238	6	0.3%
230	3	0.1%
228	5	0.2%
213	1	< 0.1%
211	5	0.2%
210	4	0.2%
205	1	< 0.1%
204	3	0.1%
200	31	1.5%
199	20	0.9%

histogram_number_of_peaks
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	18
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.0682032

Minimum	0
Maximum	18
Zeros	107
Zeros (%)	5.0%
Negative	0
Negative (%)	0.0%
Memory size	16.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0.25
Q1	2
median	3
Q3	6
95-th percentile	10
Maximum	18
Range	18
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.9493856
Coefficient of variation (CV)	0.72498483
Kurtosis	0.50421053
Mean	4.0682032
Median Absolute Deviation (MAD)	2
Skewness	0.89288591
Sum	8649
Variance	8.6988755
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
1	357	16.8%
2	331	15.6%
3	269	12.7%
4	258	12.1%
5	210	9.9%
6	158	7.4%
7	145	6.8%
0	107	5.0%
8	106	5.0%
9	67	3.2%
Other values (8)	118	5.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	107	5.0%
1	357	16.8%
2	331	15.6%
3	269	12.7%
4	258	12.1%
5	210	9.9%
6	158	7.4%
7	145	6.8%
8	106	5.0%
9	67	3.2%

Value	Count	Frequency (%)
18	1	< 0.1%
16	2	0.1%
15	1	< 0.1%
14	5	0.2%
13	10	0.5%
12	22	1.0%
11	28	1.3%
10	49	2.3%
9	67	3.2%
8	106	5.0%

histogram_number_of_zeroes
Real number (ℝ)

ZEROS

Distinct	9
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.32361242

Minimum	0
Maximum	10
Zeros	1624
Zeros (%)	76.4%
Negative	0
Negative (%)	0.0%
Memory size	16.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	10
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.70605937
Coefficient of variation (CV)	2.1818056
Kurtosis	30.365084
Mean	0.32361242
Median Absolute Deviation (MAD)	0
Skewness	3.9202874
Sum	688
Variance	0.49851984
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	1624	76.4%
1	366	17.2%
2	108	5.1%
3	21	1.0%
4	2	0.1%
5	2	0.1%
10	1	< 0.1%
8	1	< 0.1%
7	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1624	76.4%
1	366	17.2%
2	108	5.1%
3	21	1.0%
4	2	0.1%
5	2	0.1%
7	1	< 0.1%
8	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
10	1	< 0.1%
8	1	< 0.1%
7	1	< 0.1%
5	2	0.1%
4	2	0.1%
3	21	1.0%
2	108	5.1%
1	366	17.2%
0	1624	76.4%

histogram_mode
Real number (ℝ)

HIGH CORRELATION

Distinct	88
Distinct (%)	4.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	137.45202

Minimum	60
Maximum	187
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.7 KiB

Quantile statistics

Minimum	60
5-th percentile	111.25
Q1	129
median	139
Q3	148
95-th percentile	160
Maximum	187
Range	127
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	16.381289
Coefficient of variation (CV)	0.11917823
Kurtosis	3.0095305
Mean	137.45202
Median Absolute Deviation (MAD)	10
Skewness	-0.99517784
Sum	292223
Variance	268.34664
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
133	140	6.6%
136	89	4.2%
150	89	4.2%
142	87	4.1%
148	79	3.7%
144	78	3.7%
129	76	3.6%
143	71	3.3%
125	67	3.2%
126	66	3.1%
Other values (78)	1284	60.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
60	6	0.3%
67	5	0.2%
69	1	< 0.1%
71	1	< 0.1%
75	6	0.3%
76	1	< 0.1%
77	1	< 0.1%
86	11	0.5%
88	6	0.3%
89	3	0.1%

Value	Count	Frequency (%)
187	1	< 0.1%
186	6	0.3%
180	4	0.2%
179	1	< 0.1%
176	6	0.3%
170	4	0.2%
169	3	0.1%
167	8	0.4%
165	10	0.5%
164	1	< 0.1%

histogram_mean
Real number (ℝ)

HIGH CORRELATION

Distinct	103
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	134.61054

Minimum	73
Maximum	182
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.7 KiB

Quantile statistics

Minimum	73
5-th percentile	108
Q1	125
median	136
Q3	145
95-th percentile	157
Maximum	182
Range	109
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	15.593596
Coefficient of variation (CV)	0.11584232
Kurtosis	0.93342749
Mean	134.61054
Median Absolute Deviation (MAD)	10
Skewness	-0.65101924
Sum	286182
Variance	243.16025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
143	65	3.1%
144	64	3.0%
135	63	3.0%
141	61	2.9%
140	60	2.8%
132	59	2.8%
133	58	2.7%
145	58	2.7%
136	57	2.7%
147	57	2.7%
Other values (93)	1524	71.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
73	1	< 0.1%
75	1	< 0.1%
76	1	< 0.1%
78	1	< 0.1%
79	1	< 0.1%
80	2	0.1%
81	1	< 0.1%
82	2	0.1%
83	4	0.2%
84	3	0.1%

Value	Count	Frequency (%)
182	1	< 0.1%
180	1	< 0.1%
178	1	< 0.1%
175	1	< 0.1%
173	2	0.1%
172	1	< 0.1%
171	2	0.1%
170	1	< 0.1%
169	1	< 0.1%
168	1	< 0.1%

histogram_median
Real number (ℝ)

HIGH CORRELATION

Distinct	95
Distinct (%)	4.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	138.09031

Minimum	77
Maximum	186
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.7 KiB

Quantile statistics

Minimum	77
5-th percentile	113
Q1	129
median	139
Q3	148
95-th percentile	159
Maximum	186
Range	109
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	14.466589
Coefficient of variation (CV)	0.1047618
Kurtosis	0.66725933
Mean	138.09031
Median Absolute Deviation (MAD)	10
Skewness	-0.4784142
Sum	293580
Variance	209.28219
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
146	69	3.2%
137	68	3.2%
142	68	3.2%
145	67	3.2%
147	65	3.1%
151	63	3.0%
141	63	3.0%
134	62	2.9%
149	60	2.8%
143	56	2.6%
Other values (85)	1485	69.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
77	1	< 0.1%
78	1	< 0.1%
79	2	0.1%
82	1	< 0.1%
86	1	< 0.1%
87	1	< 0.1%
90	1	< 0.1%
91	1	< 0.1%
92	2	0.1%
93	1	< 0.1%

Value	Count	Frequency (%)
186	1	< 0.1%
183	1	< 0.1%
180	1	< 0.1%
178	1	< 0.1%
177	1	< 0.1%
176	2	0.1%
174	2	0.1%
172	1	< 0.1%
171	1	< 0.1%
170	2	0.1%

histogram_variance
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	133
Distinct (%)	6.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.80809

Minimum	0
Maximum	269
Zeros	187
Zeros (%)	8.8%
Negative	0
Negative (%)	0.0%
Memory size	16.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	7
Q3	24
95-th percentile	76
Maximum	269
Range	269
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	28.977636
Coefficient of variation (CV)	1.5407006
Kurtosis	15.131589
Mean	18.80809
Median Absolute Deviation (MAD)	6
Skewness	3.2199738
Sum	39986
Variance	839.70339
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	248	11.7%
0	187	8.8%
2	166	7.8%
3	161	7.6%
4	108	5.1%
5	85	4.0%
8	74	3.5%
6	65	3.1%
7	53	2.5%
9	49	2.3%
Other values (123)	930	43.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	187	8.8%
1	248	11.7%
2	166	7.8%
3	161	7.6%
4	108	5.1%
5	85	4.0%
6	65	3.1%
7	53	2.5%
8	74	3.5%
9	49	2.3%

Value	Count	Frequency (%)
269	1	< 0.1%
254	1	< 0.1%
250	1	< 0.1%
243	1	< 0.1%
241	1	< 0.1%
215	1	< 0.1%
195	1	< 0.1%
190	1	< 0.1%
182	1	< 0.1%
177	1	< 0.1%

histogram_tendency
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	124.9 KiB

0.0	1115
1.0	846
-1.0	165

Length

Max length	4
Median length	3
Mean length	3.0776105
Min length	3

Characters and Unicode

Total characters	6543
Distinct characters	4
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	0.0
3rd row	0.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
0.0	1115	52.4%
1.0	846	39.8%
-1.0	165	7.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	1115	52.4%
1.0	1011	47.6%

Most occurring characters

Value	Count	Frequency (%)
0	3241	49.5%
.	2126	32.5%
1	1011	15.5%
-	165	2.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	4252	65.0%
Other Punctuation	2126	32.5%
Dash Punctuation	165	2.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3241	76.2%
1	1011	23.8%

Other Punctuation

Value	Count	Frequency (%)
.	2126	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	165	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	6543	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3241	49.5%
.	2126	32.5%
1	1011	15.5%
-	165	2.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6543	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3241	49.5%
.	2126	32.5%
1	1011	15.5%
-	165	2.5%

fetal_health
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	124.7 KiB

1.0	1655
2.0	295
3.0	176

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	6378
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	1655	77.8%
2.0	295	13.9%
3.0	176	8.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	1655	77.8%
2.0	295	13.9%
3.0	176	8.3%

Most occurring characters

Value	Count	Frequency (%)
.	2126	33.3%
0	2126	33.3%
1	1655	25.9%
2	295	4.6%
3	176	2.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	4252	66.7%
Other Punctuation	2126	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2126	50.0%
1	1655	38.9%
2	295	6.9%
3	176	4.1%

Other Punctuation

Value	Count	Frequency (%)
.	2126	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	6378	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	2126	33.3%
0	2126	33.3%
1	1655	25.9%
2	295	4.6%
3	176	2.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6378	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	2126	33.3%
0	2126	33.3%
1	1655	25.9%
2	295	4.6%
3	176	2.8%

Auto

Heatmap
Table

	baseline value	accelerations	fetal_movement	uterine_contractions	light_decelerations	prolongued_decelerations	abnormal_short_term_variability	mean_value_of_short_term_variability	percentage_of_time_with_abnormal_long_term_variability	mean_value_of_long_term_variability	histogram_width	histogram_min	histogram_max	histogram_number_of_peaks	histogram_number_of_zeroes	histogram_mode	histogram_mean	histogram_median	histogram_variance	severe_decelerations	histogram_tendency	fetal_health
baseline value	1.000	-0.113	-0.022	-0.134	-0.174	-0.141	0.317	-0.367	0.340	-0.055	-0.155	0.358	0.326	-0.121	-0.065	0.818	0.788	0.841	-0.239	0.086	0.275	0.295
accelerations	-0.113	1.000	0.052	0.120	-0.012	-0.116	-0.344	0.327	-0.491	-0.102	0.352	-0.167	0.470	0.238	0.001	0.187	0.210	0.209	0.391	0.000	0.099	0.314
fetal_movement	-0.022	0.052	1.000	-0.310	0.035	0.123	0.260	0.071	-0.075	-0.114	0.188	-0.180	0.116	0.193	-0.093	-0.035	-0.080	-0.041	0.115	0.000	0.097	0.165
uterine_contractions	-0.134	0.120	-0.310	1.000	0.303	0.126	-0.218	0.327	-0.283	-0.067	0.139	-0.104	0.113	0.118	0.061	-0.089	-0.171	-0.135	0.277	0.000	0.087	0.238
light_decelerations	-0.174	-0.012	0.035	0.303	1.000	0.327	-0.153	0.617	-0.385	-0.250	0.584	-0.602	0.233	0.482	0.276	-0.252	-0.470	-0.330	0.713	0.236	0.100	0.195
prolongued_decelerations	-0.141	-0.116	0.123	0.126	0.327	1.000	0.030	0.301	-0.219	-0.238	0.287	-0.310	0.105	0.241	0.080	-0.311	-0.405	-0.358	0.380	0.066	0.204	0.413
abnormal_short_term_variability	0.317	-0.344	0.260	-0.218	-0.153	0.030	1.000	-0.521	0.425	-0.338	-0.279	0.269	-0.126	-0.166	-0.174	0.126	0.137	0.164	-0.345	0.114	0.157	0.453
mean_value_of_short_term_variability	-0.367	0.327	0.071	0.327	0.617	0.301	-0.521	1.000	-0.685	-0.020	0.714	-0.695	0.372	0.552	0.296	-0.313	-0.460	-0.359	0.779	0.048	0.056	0.333
percentage_of_time_with_abnormal_long_term_variability	0.340	-0.491	-0.075	-0.283	-0.385	-0.219	0.425	-0.685	1.000	-0.043	-0.526	0.465	-0.321	-0.359	-0.165	0.222	0.292	0.245	-0.650	0.000	0.027	0.479
mean_value_of_long_term_variability	-0.055	-0.102	-0.114	-0.067	-0.250	-0.238	-0.338	-0.020	-0.043	1.000	0.048	-0.081	-0.046	-0.002	0.072	0.002	0.077	0.011	-0.093	0.000	0.101	0.220
histogram_width	-0.155	0.352	0.188	0.139	0.584	0.287	-0.279	0.714	-0.526	0.048	1.000	-0.905	0.649	0.775	0.332	-0.103	-0.234	-0.135	0.830	0.097	0.246	0.292
histogram_min	0.358	-0.167	-0.180	-0.104	-0.602	-0.310	0.269	-0.695	0.465	-0.081	-0.905	1.000	-0.292	-0.700	-0.327	0.346	0.471	0.387	-0.751	0.083	0.214	0.313
histogram_max	0.326	0.470	0.116	0.113	0.233	0.105	-0.126	0.372	-0.321	-0.046	0.649	-0.292	1.000	0.502	0.168	0.412	0.342	0.413	0.527	0.050	0.170	0.143
histogram_number_of_peaks	-0.121	0.238	0.193	0.118	0.482	0.241	-0.166	0.552	-0.359	-0.002	0.775	-0.700	0.502	1.000	0.293	-0.072	-0.191	-0.106	0.647	0.000	0.142	0.124
histogram_number_of_zeroes	-0.065	0.001	-0.093	0.061	0.276	0.080	-0.174	0.296	-0.165	0.072	0.332	-0.327	0.168	0.293	1.000	-0.073	-0.116	-0.074	0.302	0.000	0.040	0.047
histogram_mode	0.818	0.187	-0.035	-0.089	-0.252	-0.311	0.126	-0.313	0.222	0.002	-0.103	0.346	0.412	-0.072	-0.073	1.000	0.908	0.961	-0.152	0.529	0.370	0.433
histogram_mean	0.788	0.210	-0.080	-0.171	-0.470	-0.405	0.137	-0.460	0.292	0.077	-0.234	0.471	0.342	-0.191	-0.116	0.908	1.000	0.958	-0.325	0.404	0.306	0.496
histogram_median	0.841	0.209	-0.041	-0.135	-0.330	-0.358	0.164	-0.359	0.245	0.011	-0.135	0.387	0.413	-0.106	-0.074	0.961	0.958	1.000	-0.216	0.468	0.355	0.434
histogram_variance	-0.239	0.391	0.115	0.277	0.713	0.380	-0.345	0.779	-0.650	-0.093	0.830	-0.751	0.527	0.647	0.302	-0.152	-0.325	-0.216	1.000	0.230	0.145	0.267
severe_decelerations	0.086	0.000	0.000	0.000	0.236	0.066	0.114	0.048	0.000	0.000	0.097	0.083	0.050	0.000	0.000	0.529	0.404	0.468	0.230	1.000	0.135	0.159
histogram_tendency	0.275	0.099	0.097	0.087	0.100	0.204	0.157	0.056	0.027	0.101	0.246	0.214	0.170	0.142	0.040	0.370	0.306	0.355	0.145	0.135	1.000	0.169
fetal_health	0.295	0.314	0.165	0.238	0.195	0.413	0.453	0.333	0.479	0.220	0.292	0.313	0.143	0.124	0.047	0.433	0.496	0.434	0.267	0.159	0.169	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	baseline value	accelerations	uterine_contractions	light_decelerations	prolongued_decelerations	abnormal_short_term_variability	mean_value_of_short_term_variability	percentage_of_time_with_abnormal_long_term_variability	mean_value_of_long_term_variability	histogram_width	histogram_min	histogram_max	histogram_number_of_peaks	histogram_number_of_zeroes	histogram_mode	histogram_mean	histogram_median	histogram_variance	histogram_tendency	fetal_health
0	120.0	0.000	0.000	0.000	0.000	73.0	0.5	43.0	2.4	64.0	62.0	126.0	2.0	0.0	120.0	137.0	121.0	73.0	1.0	2.0
1	132.0	0.006	0.006	0.003	0.000	17.0	2.1	0.0	10.4	130.0	68.0	198.0	6.0	1.0	141.0	136.0	140.0	12.0	0.0	1.0
2	133.0	0.003	0.008	0.003	0.000	16.0	2.1	0.0	13.4	130.0	68.0	198.0	5.0	1.0	141.0	135.0	138.0	13.0	0.0	1.0
3	134.0	0.003	0.008	0.003	0.000	16.0	2.4	0.0	23.0	117.0	53.0	170.0	11.0	0.0	137.0	134.0	137.0	13.0	1.0	1.0
4	132.0	0.007	0.008	0.000	0.000	16.0	2.4	0.0	19.9	117.0	53.0	170.0	9.0	0.0	137.0	136.0	138.0	11.0	1.0	1.0
5	134.0	0.001	0.010	0.009	0.002	26.0	5.9	0.0	0.0	150.0	50.0	200.0	5.0	3.0	76.0	107.0	107.0	170.0	0.0	3.0
6	134.0	0.001	0.013	0.008	0.003	29.0	6.3	0.0	0.0	150.0	50.0	200.0	6.0	3.0	71.0	107.0	106.0	215.0	0.0	3.0
7	122.0	0.000	0.000	0.000	0.000	83.0	0.5	6.0	15.6	68.0	62.0	130.0	0.0	0.0	122.0	122.0	123.0	3.0	1.0	3.0
8	122.0	0.000	0.002	0.000	0.000	84.0	0.5	5.0	13.6	68.0	62.0	130.0	0.0	0.0	122.0	122.0	123.0	3.0	1.0	3.0
9	122.0	0.000	0.003	0.000	0.000	86.0	0.3	6.0	10.6	68.0	62.0	130.0	1.0	0.0	122.0	122.0	123.0	1.0	1.0	3.0

	baseline value	accelerations	fetal_movement	uterine_contractions	light_decelerations	abnormal_short_term_variability	mean_value_of_short_term_variability	percentage_of_time_with_abnormal_long_term_variability	mean_value_of_long_term_variability	histogram_width	histogram_min	histogram_max	histogram_number_of_peaks	histogram_number_of_zeroes	histogram_mode	histogram_mean	histogram_median	histogram_variance	histogram_tendency	fetal_health
2116	140.0	0.004	0.000	0.004	0.000	80.0	0.2	36.0	2.2	18.0	140.0	158.0	1.0	0.0	147.0	148.0	149.0	1.0	0.0	1.0
2117	140.0	0.000	0.000	0.008	0.000	79.0	0.3	20.0	8.5	26.0	124.0	150.0	1.0	0.0	144.0	143.0	145.0	1.0	1.0	1.0
2118	140.0	0.000	0.000	0.006	0.001	79.0	0.5	26.0	7.0	21.0	129.0	150.0	1.0	0.0	145.0	142.0	145.0	2.0	1.0	1.0
2119	140.0	0.000	0.000	0.007	0.001	79.0	0.6	27.0	6.4	26.0	124.0	150.0	1.0	0.0	144.0	141.0	145.0	1.0	1.0	1.0
2120	140.0	0.000	0.000	0.005	0.001	77.0	0.7	17.0	6.0	31.0	124.0	155.0	2.0	0.0	145.0	143.0	145.0	2.0	0.0	1.0
2121	140.0	0.000	0.000	0.007	0.000	79.0	0.2	25.0	7.2	40.0	137.0	177.0	4.0	0.0	153.0	150.0	152.0	2.0	0.0	2.0
2122	140.0	0.001	0.000	0.007	0.000	78.0	0.4	22.0	7.1	66.0	103.0	169.0	6.0	0.0	152.0	148.0	151.0	3.0	1.0	2.0
2123	140.0	0.001	0.000	0.007	0.000	79.0	0.4	20.0	6.1	67.0	103.0	170.0	5.0	0.0	153.0	148.0	152.0	4.0	1.0	2.0
2124	140.0	0.001	0.000	0.006	0.000	78.0	0.4	27.0	7.0	66.0	103.0	169.0	6.0	0.0	152.0	147.0	151.0	4.0	1.0	2.0
2125	142.0	0.002	0.002	0.008	0.000	74.0	0.4	36.0	5.0	42.0	117.0	159.0	2.0	1.0	145.0	143.0	145.0	1.0	0.0	1.0

Most frequently occurring

	baseline value	accelerations	fetal_movement	uterine_contractions	abnormal_short_term_variability	mean_value_of_short_term_variability	percentage_of_time_with_abnormal_long_term_variability	mean_value_of_long_term_variability	histogram_width	histogram_min	histogram_max	histogram_number_of_peaks	histogram_mode	histogram_mean	histogram_median	histogram_variance	histogram_tendency	fetal_health	# duplicates
0	122.0	0.000	0.000	0.000	19.0	1.9	0.0	15.1	39.0	103.0	142.0	1.0	120.0	120.0	122.0	3.0	0.0	1.0	4
1	123.0	0.000	0.000	0.000	49.0	0.8	7.0	13.8	74.0	63.0	137.0	2.0	129.0	127.0	129.0	2.0	1.0	1.0	2
2	123.0	0.003	0.003	0.000	52.0	0.8	2.0	15.4	90.0	50.0	140.0	7.0	129.0	128.0	130.0	4.0	1.0	1.0	2
3	123.0	0.003	0.004	0.000	50.0	0.9	4.0	14.8	82.0	58.0	140.0	7.0	129.0	128.0	130.0	5.0	1.0	1.0	2
4	135.0	0.000	0.000	0.000	62.0	0.5	71.0	6.9	97.0	71.0	168.0	3.0	143.0	142.0	144.0	1.0	1.0	3.0	2
5	138.0	0.002	0.000	0.004	41.0	0.8	8.0	10.3	51.0	105.0	156.0	4.0	142.0	142.0	143.0	2.0	1.0	1.0	2
6	140.0	0.007	0.000	0.004	34.0	1.2	0.0	10.3	60.0	119.0	179.0	2.0	156.0	153.0	155.0	5.0	0.0	1.0	2
7	144.0	0.000	0.019	0.000	76.0	0.4	61.0	10.6	81.0	71.0	152.0	3.0	145.0	144.0	146.0	2.0	1.0	2.0	2
8	145.0	0.000	0.020	0.000	77.0	0.2	45.0	5.8	21.0	129.0	150.0	1.0	146.0	145.0	147.0	0.0	1.0	2.0	2
9	146.0	0.000	0.000	0.003	65.0	0.4	39.0	7.0	19.0	137.0	156.0	1.0	150.0	149.0	151.0	1.0	1.0	2.0	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring